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Use for any task with 3+ steps, architectural decisions, bug reports, or when the user corrects the agent. Ensures plans go in tasks/todo.md, lessons in tasks/lessons.md, and changes stay minimal and provably correct.\n---\n\n# Workflow Orchestration\n\n## When This Skill Applies\n\n- Any non-trivial task (3+ steps or architectural decisions)\n- When something goes sideways during execution\n- After any user correction\n- When given a bug report or failing CI\n- When verifying behavior before marking work complete\n\n---\n\n## 1. Plan Mode (Default)\n\n- **Enter plan mode** for every non-trivial task. Do not start implementation without a plan.\n- **If something goes sideways**: STOP and re-plan immediately. Do not keep pushing.\n- Use plan mode for **verification steps** as well as building.\n- **Write detailed specs upfront** to reduce ambiguity (inputs, outputs, edge cases, success criteria).\n\n---\n\n## 2. Subagent Strategy\n\n- Use subagents **liberally** to keep the main context window clean.\n- Offload **research, exploration, and parallel analysis** to subagents.\n- For complex problems, use **more compute via subagents** (e.g. multiple agents in parallel where appropriate).\n- **One task per subagent** for focused execution; give clear, self-contained instructions.\n\n---\n\n## 3. Self-Improvement Loop\n\n- **After ANY correction from the user**: update `tasks/lessons.md` with the pattern.\n- Write **rules for yourself** that prevent the same mistake.\n- Iterate on these lessons until mistake rate drops.\n- **Review lessons at session start** for the relevant project.\n\n---\n\n## 4. Verification Before Done\n\n- **Never mark a task complete** without proving it works.\n- When relevant: **diff behavior** between main and your changes.\n- Ask: *\"Would a staff engineer approve this?\"*\n- **Run tests, check logs, demonstrate correctness** before presenting.\n\n---\n\n## 5. Demand Elegance (Balanced)\n\n- For **non-trivial changes**: pause and ask *\"Is there a more elegant way?\"*\n- If a fix feels hacky: *\"Knowing everything I know now, implement the elegant solution.\"*\n- **Skip** for simple, obvious fixes; do not over-engineer.\n- Challenge your own work before presenting it.\n\n---\n\n## 6. Autonomous Bug Fixing\n\n- When given a **bug report**: fix it. Do not ask for hand-holding.\n- **Point at logs, errors, failing tests** – then resolve them.\n- Zero context switching required from the user.\n- **Fix failing CI tests** without being told how.\n\n---\n\n## Task Management\n\n| Practice | Action |\n|----------|--------|\n| **Plan first** | Write plan to `tasks/todo.md` with checkable items |\n| **Verify plan** | Check in before starting implementation |\n| **Track progress** | Mark items complete as you go |\n| **Explain changes** | High-level summary at each step |\n| **Document results** | Add review section to `tasks/todo.md` |\n| **Capture lessons** | Update `tasks/lessons.md` after corrections |\n\n---\n\n## Core Principles\n\n- **Simplicity first**: Make every change as simple as possible. Impact minimal code.\n- **No laziness**: Find root causes. No temporary fixes. Senior developer standards.\n- **Minimal impact**: Changes touch only what is necessary. 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